widedeep库 - peter-xbs/CommonCodes GitHub Wiki

git地址

https://github.com/jrzaurin/pytorch-widedeep

亮点

A flexible package for multimodal-deep-learning to combine tabular data with text and images using Wide and Deep models in pytorch

此处deeptabular有tabtransformer/tabmlp/tabresnet等多个版本,整体来说,deeptabular与Lightgbm的对比还是不分胜负,后者的速度还是快很多的,所以工业场景GBM > deeptabular

优势

不过deeptabular还是能额外带来一些副产物,如embeddings https://jrzaurin.github.io/infinitoml/2021/05/28/pytorch-widedeep_iv.html

关于wide & deep的博客:

https://jrzaurin.github.io/infinitoml/

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